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!doctype html>html langen>head>meta charsetutf-8/>meta contentwidthdevice-width,initial-scale1 nameviewport/>meta contentieedge http-equivx-ua-compatible/>link relapple-touch-icon sizes180x180 href./assets/apple-touch-icon.png>link relicon typeimage/png sizes32x32 href./assets/favicon-32x32.png>link relicon typeimage/png sizes16x16 href./assets/favicon-16x16.png>link relmanifest href./assets/site.webmanifest>link relstylesheet hrefhttps://use.typekit.net/vqs2ygz.css/>title>Alice Zhengs Homepage/title>script deferdefer src./js/runtime.c51cbedc30797a32c1d6.bundle.js>/script>script deferdefer src./js/main.47844455f89028909088.bundle.js>/script>link href./styles/main.223c3cdfd659b622dd93.css relstylesheet>/head>body>main>div classhead root>header classhead-nav alice-zheng>div classinner>div classsign>svg version1.1 idLayer_1 xmlnshttp://www.w3.org/2000/svg x0 y0 viewBox0 0 104.9 59.9 styleenable-background: new 0 0 104.9 59.9 xml:spacepreserve>path dM53.1 43.8 35.4 3.3h-3.7l-23 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dM25.2 1.1C11.9 1.1 1.1 11.9 1.1 25.2s10.8 24.2 24.2 24.2c13.4 0 24.2-10.8 24.2-24.2S38.6 1.1 25.2 1.1zm-1.5 12.4c.7-.5 1.7-.5 2.6 0 2.8 1.7 9.3 5.5 9.5 5.6l-8.2 6.1-1 .7-.7.5c-.3.2-.9.2-1.2 0l-.7-.5-1-.7-8.2-6.1c.1-.1 6.3-4 8.9-5.6zM13.2 31v-9.7c0-.6.2-1.1.5-1.5l8.2 6.1-8.5 6.3c-.1-.4-.2-.8-.2-1.2zm21.7 2.4H15.6c-.5 0-.9-.1-1.2-.3l8.6-6.4 1 .7c.4.3.8.4 1.3.4s.9-.1 1.3-.4l1-.7 8.6 6.4c-.4.2-.8.3-1.3.3zm2.4-2.4c0 .4-.1.8-.3 1.2l-8.5-6.3 8.2-6.1c.3.4.5.9.5 1.5V31z/>/svg> span>Email/span>/a>/li>/ul>/div>/div>nav classmain>ul>li>a href#bio classdelay-5>Bio/a>/li>li>a href#books idbookz classdelay-4>Books/a>/li>li>a href#talks classdelay-3>Talks/a>/li>li>a href#papers classdelay-2>Papers/a>/li>li>a href#contact classdelay-1>Contact/a>/li>/ul>/nav>nav classtiny>a href# classtiny-nav-btn-wrap>div classtiny-nav-btn>div classdot nw>/div>div classdot n>/div>div classdot ne>/div>div classdot cw>/div>div classdot c>/div>div classdot ce>/div>div classdot sw>/div>div classdot s>/div>div classdot se>/div>/div>/a>/nav>/div>/header>div classcontainer container__xl -no-padding>div classinner>div classintro>div classinner>span>Hello, I am/span>h1>span classalice>Alice/span> strong classzheng>Zheng/strong>/h1>div>Machine Learning Expert/div>/div>/div>div classimg alice-zheng-img>img src./assets/img/alice_zheng_headshot.png/>/div>/div>/div>/div>div classwrap root>nav classwrap-nav alice-zheng>div classinner>div classsign>svg version1.1 idLayer_1 xmlnshttp://www.w3.org/2000/svg x0 y0 viewBox0 0 104.9 59.9 styleenable-background: new 0 0 104.9 59.9 xml:spacepreserve>path dM53.1 43.8 35.4 3.3h-3.7l-23 52.1h-3v1.2h15.9v-1.2h-7.4l4.4-13.5h16.6l5.7 13.5H35v1.2h10.9v-.1l7.2-12.7zM19 40.6l6.8-20.9 8.9 20.9H19z/>path dM99.1 4.8 70.5 55.4h5.1c8.9 0 16.8-6.8 22.3-20.8h.1v22H51.9v-.1L80.6 5.9h-1.5c-10.4 0-16.9 4.9-23.8 20.9h-.1v-22h43.9z/>/svg>div classbadges>ul>li>a hrefhttps://twitter.com/rainydata target_blank>svg xmlnshttp://www.w3.org/2000/svg viewBox0 0 50.5 50.5 styleenable-background: new 0 0 50.5 50.5 xml:spacepreserve>path dM25.2 1.1C11.9 1.1 1.1 11.9 1.1 25.2s10.8 24.2 24.2 24.2c13.4 0 24.2-10.8 24.2-24.2S38.6 1.1 25.2 1.1zM38.7 17c0 .1 0 .2-.1.4-.6.8-1.3 1.6-2.1 2.2-.1.1-.3.2-.3.4 0 4.4-1.1 8.7-4.3 11.9-4 4-10.1 5.1-15.5 3.6-1-.3-2-.7-3-1.2l-.9-.6c-.1-.1-.1-.1-.1-.2h.4c1.5.1 3.1-.1 4.5-.6.8-.3 2.5-.8 3-1.6-.2 0-.4 0-.6-.1-1.5-.4-3.4-1.2-4.3-3.6-.1-.1 0-.2.1-.2 1.2.1 1.6 0 2.1-.1-.2 0-.5-.1-.7-.2-1.8-.7-3.2-2.5-3.4-4.4v-.6c0-.1.1-.2.2-.1.9.5 2 .6 2.1.6-.2-.2-.5-.4-.7-.6-1.6-1.5-2.2-4.6-.9-6.5.1-.2.2-.2.3 0 2.9 3.3 6.5 4.9 10.9 5.5.1 0 .1 0 .1-.1-.1-.8-.1-1.5.1-2.3.2-.8.6-1.5 1.1-2.2.5-.6 1.1-1.1 1.8-1.5.7-.4 1.5-.6 2.2-.6.8-.1 1.6.1 2.4.4.6.2 1.1.5 1.5.9l.3.3c.1.1.1.1.2.1 1.1-.3 2.2-.7 3.2-1.2h.1v.1c-.2.6-.5 1.1-.9 1.6-.3.3-.9 1.1-1.3 1.2.9-.2 1.8-.4 2.7-.8-.2 0-.2 0-.2.1z/>/svg> span>Twitter/span>/a>/li>li>a hrefhttps://www.linkedin.com/in/alice-zheng-46b99482/ target_blank>svg xmlnshttp://www.w3.org/2000/svg viewBox0 0 50.5 50.5 styleenable-background: new 0 0 50.5 50.5 xml:spacepreserve>path dM25.2 1.1C11.9 1.1 1.1 11.9 1.1 25.2c0 13.4 10.8 24.2 24.2 24.2 13.4 0 24.2-10.8 24.2-24.2-.1-13.3-10.9-24.1-24.3-24.1zm-5.4 34.7h-4.7V20.7h4.7v15.1zm-2.4-17.1c-1.5 0-2.7-1.2-2.7-2.7 0-1.5 1.2-2.7 2.7-2.7 1.5 0 2.7 1.2 2.7 2.7.1 1.5-1.2 2.7-2.7 2.7zm19.9 17.1h-4.7v-7.3c0-1.7 0-4-2.4-4s-2.8 1.9-2.8 3.9v7.4h-4.7V20.7h4.5v2.1h.1c.6-1.2 2.2-2.4 4.4-2.4 4.7 0 5.6 3.1 5.6 7.2v8.2z/>/svg> span>LinkedIn/span>/a>/li>li>a hrefmailto:alicez@gmail.com>svg xmlnshttp://www.w3.org/2000/svg viewBox0 0 50.5 50.5 styleenable-background: new 0 0 50.5 50.5 xml:spacepreserve>path dM25.2 1.1C11.9 1.1 1.1 11.9 1.1 25.2s10.8 24.2 24.2 24.2c13.4 0 24.2-10.8 24.2-24.2S38.6 1.1 25.2 1.1zm-1.5 12.4c.7-.5 1.7-.5 2.6 0 2.8 1.7 9.3 5.5 9.5 5.6l-8.2 6.1-1 .7-.7.5c-.3.2-.9.2-1.2 0l-.7-.5-1-.7-8.2-6.1c.1-.1 6.3-4 8.9-5.6zM13.2 31v-9.7c0-.6.2-1.1.5-1.5l8.2 6.1-8.5 6.3c-.1-.4-.2-.8-.2-1.2zm21.7 2.4H15.6c-.5 0-.9-.1-1.2-.3l8.6-6.4 1 .7c.4.3.8.4 1.3.4s.9-.1 1.3-.4l1-.7 8.6 6.4c-.4.2-.8.3-1.3.3zm2.4-2.4c0 .4-.1.8-.3 1.2l-8.5-6.3 8.2-6.1c.3.4.5.9.5 1.5V31z/>/svg> span>Email/span>/a>/li>/ul>/div>/div>/div>/nav>section classbio idbio>div classcontainer container__s>div classinner>h2 classhidden>Bio/h2>p>I specialize in building Machine Learning applications. I enjoy coming up with simple solutions to complex problems, whether as a manager or an individual contributor. From 2016 to 2021, I worked in a hrefhttps://www.amazon.com/ target_blank>Amazons/a> display advertising business, where I led a team of scientists and engineers to develop and launch applications in automated ad budget management, response prediction, and ad ranking and allocation. I learned a lot about monitoring and operating large ML systems during this time. We built a real-time analytics system to monitor our algorithms at fine grain. I got to experience first hand why metrics are not just a mathematical definition./p>p>Other than working at Amazon, I wrote books on a hrefhttps://www.oreilly.com/library/view/feature-engineering-for/9781491953235/ target_blank>feature engineering/a> and a hrefhttps://www.oreilly.com/library/view/evaluating-machine-learning/9781492048756/ target_blank>evaluating machine learning models/a>. From 2013-2016, I worked at Turi (also known as GraphLab), a small Seattle-based startup that built a Machine Learning Platform for non-ML experts. The company was acquired by Apple in 2017. From 2007-2013, I worked as a researcher in the Machine Learning Group at a hrefhttps://www.microsoft.com/en-us/research/ target_blank>Microsoft Research/a>. Prior to that, I was a postdoc at Carnegie Mellon Universitys a hrefhttps://www.autonlab.org/ target_blank>Auton Lab/a> and the a hrefhttps://www.pdl.cmu.edu/index.shtml target_blank>Parallel Data Lab/a>. I received B.A.s in Mathematics and Computer Science and a Ph.D. in Electrical Engineering from U. C. Berkeley in a hrefhttps://people.eecs.berkeley.edu/~jordan/ target_blank>Prof. Michael Jordans lab/a>./p>p>I live in Seattle. When not working, I meditate daily and do yoga occasionally. Im also training in Reiki and energy intuition./p>/div>/div>div classcontainer>div classinner>div classlogos>div classlogo>img src./assets/img/logo-amazon.gif/>/div>div classlogo>img src./assets/img/logo-dato.gif/>/div>div classlogo>img src./assets/img/logo-ms-research.gif/>/div>div classlogo>img src./assets/img/logo-cmu.gif/>/div>div classlogo>img src./assets/img/logo-berkeley.gif/>/div>div classlogo>img src./assets/img/logo-yoga.gif/>/div>/div>/div>/div>/section>section classbooks idbooks>div classcontainer container__n-plus no-padding>div classinner with-bg>div classcontainer>div classinner>div classsplit align-center>div classblock>h2>Books/h2>ul>li>a hrefhttps://www.oreilly.com/library/view/feature-engineering-for/9781491953235/ target_blank>h3>Feature Engineering for Machine Learning/h3>p>OReilly Media. Released April 2018./p>/a>/li>li>a hrefhttps://www.oreilly.com/library/view/evaluating-machine-learning/9781492048756/ target_blank>h3>Evaluating Machine Learning Models/h3>p>OReilly Media. Released September 2015./p>/a>/li>/ul>/div>div classblock pictures>div classpicture>img src./assets/img/alice_zheng_book_feature_engineering_ml.png/>/div>div classpicture>img src./assets/img/alice_zheng_book_evaluating_ml_modes.png/>/div>/div>/div>/div>/div>/div>/div>/section>section classtalks idtalks>div classcontainer>div classinner>h2>Talks/h2>ul>li>a hrefhttps://www.slideshare.net/AliceZheng3/the-how-and-why-of-feature-engineering target_blank>h3>The How and Why of Feature Engineering./h3>p>Strata + Hadoop World, San Jose, CA. March 2016./p>/a>/li>li>a hrefhttps://www.slideshare.net/AliceZheng3/evaluating-machine-learning-models-a-beginners-guide target_blank>h3>Evaluating Machine Learning Models—A Beginners Guide./h3>p>Seattle Data Science MeetUp. Sep, 2015./p>/a>/li>li>a hrefhttps://www.slideshare.net/AliceZheng3/understanding-feature-space-in-machine-learning target_blank>h3>Understanding Feature Space in Machine Learning./h3>p>Rich Data Summit, SF, CA. 2015./p>/a>/li>li>a hrefhttps://www.slideshare.net/AliceZheng3/the-challenges-of-bringing-machine-learning-to-the-masses target_blank>h3>The Challenges of Bringing Machine Learning to the Masses./h3>p>Alice Zheng and Sethu Raman. NIPS Workshop on Software Engineering for Machine Learning. Montreal, Quebec, Canada. 2014./p>/a>/li>li>a hrefhttps://www.slideshare.net/AliceZheng3/what-the-bleep-is-big-data-a-holistic-view-of-data-and-algorithms target_blank>h3>What the #*($! is Big Data?—A Holistic View of Data and Algorithms./h3>p>Strata Conference, Santa Clara, CA. Feb 2014./p>div classdoc-links>div classdoc-link data-urlhttps://www.slideshare.net/AliceZheng3/what-the-bleep-is-big-data-a-holistic-view-of-data-and-algorithms>div classicon>svg data-nameLayer 1 xmlnshttp://www.w3.org/2000/svg viewBox0 0 404.6 476>path dM261.8 0H130.9a59.55 59.55 0 0 0-59.5 59.5v11.9H59.5A59.55 59.55 0 0 0 0 130.9v285.6A59.55 59.55 0 0 0 59.5 476h214.2a59.55 59.55 0 0 0 59.5-59.5v-11.9h11.9a59.55 59.55 0 0 0 59.5-59.5V142.8Zm97 130.9h-49.4a35.71 35.71 0 0 1-35.7-35.7V45.65l85.1 85.25Zm-49.4 285.6a35.71 35.71 0 0 1-35.7 35.7H59.5a35.71 35.71 0 0 1-35.7-35.7V130.9a35.71 35.71 0 0 1 35.7-35.7h11.9v249.9a59.55 59.55 0 0 0 59.5 59.5h178.5Zm71.4-71.4a35.71 35.71 0 0 1-35.7 35.7H130.9a35.71 35.71 0 0 1-35.7-35.7V59.5a35.71 35.71 0 0 1 35.7-35.7h119v71.4a59.55 59.55 0 0 0 59.5 59.5h71.4ZM166.6 202.3a11.86 11.86 0 0 1 11.9-11.9h71.4a11.9 11.9 0 1 1 0 23.8h-71.4a11.86 11.86 0 0 1-11.9-11.9Zm142.8 47.6a11.86 11.86 0 0 1-11.9 11.9h-119a11.9 11.9 0 1 1 0-23.8h119a11.86 11.86 0 0 1 11.9 11.9Zm-.37 47.6a11.86 11.86 0 0 1-11.9 11.9H178.5a11.9 11.9 0 0 1 0-23.8h118.63a11.86 11.86 0 0 1 11.9 11.9Z/>/svg>/div>span classlink-label>Slides/span>/div>div classdoc-link data-urlhttps://www.youtube.com/watch?vLheu3Ke5xzo>div classicon>svg data-nameLayer 1 xmlnshttp://www.w3.org/2000/svg viewBox0 0 512 407.2>path dM197.54 305.11a33.37 33.37 0 0 1-33.44-33.41V136.1a34.23 34.23 0 0 1 22.65-32 32.91 32.91 0 0 1 25.91 1.71L348 173.67c5.83 2.69 10.82 7.45 14.84 14.14l.5.92c8.4 17 1.9 36.85-14.79 45.28L212.9 301.63a33.32 33.32 0 0 1-14.63 3.47Zm.18-176.88a7.51 7.51 0 0 0-2.41.41 7.41 7.41 0 0 0-4.31 3.91l-.17.36a7.15 7.15 0 0 0-.73 3.19v135.6a7.37 7.37 0 0 0 7.67 7.4h.33a7.12 7.12 0 0 0 3.19-.73l135.61-67.61a7.69 7.69 0 0 0 3.35-10.07c-1.74-2.73-3-3.36-3.16-3.42l-.52-.25L201 129a7.18 7.18 0 0 0-3.28-.77Z/>path dM448 0H64A64.06 64.06 0 0 0 0 64v279.2a64.06 64.06 0 0 0 64 64h384a64.06 64.06 0 0 0 64-64V64a64.06 64.06 0 0 0-64-64Zm38.4 204.8v138.4a38.41 38.41 0 0 1-38.4 38.4H64a38.41 38.41 0 0 1-38.4-38.4V64A38.41 38.41 0 0 1 64 25.6h384A38.41 38.41 0 0 1 486.4 64Z/>/svg>/div>span classlink-label>Video/span>/div>/div>/a>/li>/ul>/div>/div>/section>section classpapers idpapers>div classcontainer container__l>div classinner with-bg>h2>Research Papers/h2>ul>li>a hrefhttps://alicezheng.org/papers/wsdm16-cdae.pdf target_blank>h3>Collaborative Denoising Auto-Encoders for Top-N Recommender Systems./h3>p>Yao Wu, Christopher DuBois, Alice X. Zheng, Martin Ester./p>p classdetails>In Proceedings of the 9th ACM International Conference on Web Search and Data Mining (WSDM 2016), San Francisco, 2016./p>/a>/li>li>a hrefhttps://alicezheng.org/papers/gbfs.pdf target_blank>h3>Gradient Boosted Feature Selection./h3>p>Zhixiang (Eddie) Xu, Gao Huang, Kilian Q.Weinberger, Alice X. Zheng./p>p classdetails>In Proceedings of the 20th ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD), New York, 2014./p>/a>/li>li>a hrefhttps://www.microsoft.com/en-us/research/publication/lazy-paired-hyper-parameter-tuning/?fromhttp%3A%2F%2Fresearch.microsoft.com%2Fapps%2Fpubs%2F%3Fid%3D193063 target_blank>h3>Lazy Paired Hyper-Parameter Tuning./h3>p>Alice X. Zheng and Mikhail Bilenko./p>p classdetails>In Proceedings of the 23rd International Joint Conference on Artificial Intelligence (IJCAI 2013), Beijing, China, 2013./p>div classdoc-links>div classdoc-link data-urlhttps://www.microsoft.com/en-us/research/publication/lazy-paired-hyper-parameter-tuning/?fromhttp%3A%2F%2Fresearch.microsoft.com%2Fapps%2Fpubs%2F%3Fid%3D193063>div classicon>svg data-nameLayer 1 xmlnshttp://www.w3.org/2000/svg viewBox0 0 409.6 512>path dM256.1 0H64A64.06 64.06 0 0 0 0 64v384a64.06 64.06 0 0 0 64 64h281.6a64.06 64.06 0 0 0 64-64V153.6Zm104.2 140.8h-53.1a38.41 38.41 0 0 1-38.4-38.4V49.1ZM384 448a38.41 38.41 0 0 1-38.4 38.4H64A38.41 38.41 0 0 1 25.6 448V64A38.41 38.41 0 0 1 64 25.6h179.2v76.8a64.06 64.06 0 0 0 64 64H384Z/>path dM112.3 284.54 100 332.93H84l-20.1-70.48h16.81l12.36 50.93 13.42-50.93h11.73l13.31 50.93 12.26-50.93h16.91l-20.08 70.48h-16ZM209.3 284.54 197 332.93h-15.91l-20.18-70.48h16.8l12.36 50.93 13.42-50.93h11.73l13.31 50.93 12.26-50.93h16.91l-20.08 70.48h-16ZM306.3 284.54 294 332.93h-16l-20.18-70.48h16.8l12.36 50.93 13.42-50.93h11.73l13.31 50.93 12.26-50.93h17l-20.08 70.48h-16Z/>/svg>/div>span classlink-label>Webpage/span>/div>div classdoc-link data-urlhttps://alicezheng.org/talks/ijcai13-talk.pptx>div classicon>svg data-nameLayer 1 xmlnshttp://www.w3.org/2000/svg viewBox0 0 404.6 476>path dM261.8 0H130.9a59.55 59.55 0 0 0-59.5 59.5v11.9H59.5A59.55 59.55 0 0 0 0 130.9v285.6A59.55 59.55 0 0 0 59.5 476h214.2a59.55 59.55 0 0 0 59.5-59.5v-11.9h11.9a59.55 59.55 0 0 0 59.5-59.5V142.8Zm97 130.9h-49.4a35.71 35.71 0 0 1-35.7-35.7V45.65l85.1 85.25Zm-49.4 285.6a35.71 35.71 0 0 1-35.7 35.7H59.5a35.71 35.71 0 0 1-35.7-35.7V130.9a35.71 35.71 0 0 1 35.7-35.7h11.9v249.9a59.55 59.55 0 0 0 59.5 59.5h178.5Zm71.4-71.4a35.71 35.71 0 0 1-35.7 35.7H130.9a35.71 35.71 0 0 1-35.7-35.7V59.5a35.71 35.71 0 0 1 35.7-35.7h119v71.4a59.55 59.55 0 0 0 59.5 59.5h71.4ZM166.6 202.3a11.86 11.86 0 0 1 11.9-11.9h71.4a11.9 11.9 0 1 1 0 23.8h-71.4a11.86 11.86 0 0 1-11.9-11.9Zm142.8 47.6a11.86 11.86 0 0 1-11.9 11.9h-119a11.9 11.9 0 1 1 0-23.8h119a11.86 11.86 0 0 1 11.9 11.9Zm-.37 47.6a11.86 11.86 0 0 1-11.9 11.9H178.5a11.9 11.9 0 0 1 0-23.8h118.63a11.86 11.86 0 0 1 11.9 11.9Z/>/svg>/div>span classlink-label>Slides/span>/div>/div>/a>/li>li>a hrefhttps://www.microsoft.com/en-us/research/wp-content/uploads/2013/01/ICML13-final.pdf target_blank>h3>Fast Image Tagging./h3>p>Minmin Chen, Alice Zheng, Kilian Q. Weinberger./p>p classdetails>In Proceedings of the 30th International Conference on Machine Learning (ICML 2013), Atlanta, GA, USA, 2013./p>/a>/li>li>a hrefhttps://alicezheng.org/papers/short_topk.pdf target_blank>h3>Fast Top-K Similarity Queries Via Matrix Compression./h3>p>Yucheng Low and Alice X. Zheng./p>p classdetails>In Proceedings of the Twenty-First ACM International Conference on Information and Knowledge Management (CIKM 2012), 2012./p>div classdoc-links>div classdoc-link data-urlhttps://alicezheng.org/papers/short_topk.pdf>div classicon>svg data-nameLayer 1 xmlnshttp://www.w3.org/2000/svg viewBox0 0 409.6 512>path dM256.1 0H64A64.06 64.06 0 0 0 0 64v384a64.06 64.06 0 0 0 64 64h281.6a64.06 64.06 0 0 0 64-64V153.6Zm104.2 140.8h-53.1a38.41 38.41 0 0 1-38.4-38.4V49.1ZM384 448a38.41 38.41 0 0 1-38.4 38.4H64A38.41 38.41 0 0 1 25.6 448V64A38.41 38.41 0 0 1 64 25.6h179.2v76.8a64.06 64.06 0 0 0 64 64H384Z/>path dM318.8 343c-.38-4.07-4.33-24.57-39.1-23.55-24.57.63-35.78 1.91-40.11 2.67-5.22-5.6-23.43-25.72-31.33-42.15 2.17-6.88 10.7-34.89 10.32-53.74-.38-17.06-3.57-36.42-24.58-36.42h-.38c-6.11.13-11 2-14.39 5.86-5.48 6.11-7 16-5.35 33.49 1.66 16.55 8.92 35.27 10.95 40.37-1.65 5.22-8.15 24.83-16.17 44.19-7.51 18.21-13.24 29.41-15.15 33.1-6.63 2.42-33.24 12.48-46.1 24.71-12 11.46-22.8 25-12.74 39 3.31 4.71 9.68 7.51 16.81 7.51h.26c12.86 0 26.61-8.53 37.69-23.3 16.68-22.42 25.6-37.57 28.27-42.28 6.37-1.78 29.93-8.41 37.95-10.32 6.88-1.65 14.9-3.18 18.47-3.82 6.23 6.12 31.07 28 55.77 27.25 11.46-.38 19.74-3.43 24.58-9A17.85 17.85 0 0 0 318.8 343Zm-206.95 57.68a5.71 5.71 0 0 1-5-.51c-1.4-.89-1.53-1.53-1.27-2.67 1.78-8.28 21.9-22.16 34.51-28.78-7.23 12.35-18.95 29.28-28.24 31.96Zm81-196.87c1.4 0 4.71 0 4.83 12.48.13 8.27-3.18 21.9-5.73 31.07a88.69 88.69 0 0 1-4.45-26.49c0-12.48 3.31-17.06 5.35-17.06Zm11.2 126.07c-6.87 1.78-12.35 3.44-16.55 5l2.93-6.74c4.2-9.68 8.4-21.4 11.08-29a255.09 255.09 0 0 0 19.73 26.87c-3.82.89-9.55 2.17-17.19 3.95Zm87.49 17.32c-7.39 3.05-23.69-1.66-37.57-12.23 14.52-1.91 33.24-2.42 39.35 2.68a4.44 4.44 0 0 1 1.78 3.56c-.01 3.06-1.15 4.97-3.57 5.99Z/>/svg>/div>span classlink-label>pdf (short)/span>/div>div classdoc-link data-urlhttps://www.microsoft.com/en-us/research/wp-content/uploads/2012/08/topk.pdf>div classicon>svg data-nameLayer 1 xmlnshttp://www.w3.org/2000/svg viewBox0 0 409.6 512>path dM256.1 0H64A64.06 64.06 0 0 0 0 64v384a64.06 64.06 0 0 0 64 64h281.6a64.06 64.06 0 0 0 64-64V153.6Zm104.2 140.8h-53.1a38.41 38.41 0 0 1-38.4-38.4V49.1ZM384 448a38.41 38.41 0 0 1-38.4 38.4H64A38.41 38.41 0 0 1 25.6 448V64A38.41 38.41 0 0 1 64 25.6h179.2v76.8a64.06 64.06 0 0 0 64 64H384Z/>path dM318.8 343c-.38-4.07-4.33-24.57-39.1-23.55-24.57.63-35.78 1.91-40.11 2.67-5.22-5.6-23.43-25.72-31.33-42.15 2.17-6.88 10.7-34.89 10.32-53.74-.38-17.06-3.57-36.42-24.58-36.42h-.38c-6.11.13-11 2-14.39 5.86-5.48 6.11-7 16-5.35 33.49 1.66 16.55 8.92 35.27 10.95 40.37-1.65 5.22-8.15 24.83-16.17 44.19-7.51 18.21-13.24 29.41-15.15 33.1-6.63 2.42-33.24 12.48-46.1 24.71-12 11.46-22.8 25-12.74 39 3.31 4.71 9.68 7.51 16.81 7.51h.26c12.86 0 26.61-8.53 37.69-23.3 16.68-22.42 25.6-37.57 28.27-42.28 6.37-1.78 29.93-8.41 37.95-10.32 6.88-1.65 14.9-3.18 18.47-3.82 6.23 6.12 31.07 28 55.77 27.25 11.46-.38 19.74-3.43 24.58-9A17.85 17.85 0 0 0 318.8 343Zm-206.95 57.68a5.71 5.71 0 0 1-5-.51c-1.4-.89-1.53-1.53-1.27-2.67 1.78-8.28 21.9-22.16 34.51-28.78-7.23 12.35-18.95 29.28-28.24 31.96Zm81-196.87c1.4 0 4.71 0 4.83 12.48.13 8.27-3.18 21.9-5.73 31.07a88.69 88.69 0 0 1-4.45-26.49c0-12.48 3.31-17.06 5.35-17.06Zm11.2 126.07c-6.87 1.78-12.35 3.44-16.55 5l2.93-6.74c4.2-9.68 8.4-21.4 11.08-29a255.09 255.09 0 0 0 19.73 26.87c-3.82.89-9.55 2.17-17.19 3.95Zm87.49 17.32c-7.39 3.05-23.69-1.66-37.57-12.23 14.52-1.91 33.24-2.42 39.35 2.68a4.44 4.44 0 0 1 1.78 3.56c-.01 3.06-1.15 4.97-3.57 5.99Z/>/svg>/div>span classlink-label>pdf (long)/span>/div>/div>/a>/li>li>a hrefhttps://alicezheng.org/papers/ijcai11-final-noref.pdf target_blank>h3>Active Graph Reachability Reduction for Network Security and Software Engineering./h3>p>Alice X. Zheng, John Dunagan, Ashish Kapoor./p>p classdetails>In Proceedings of the Twenty-Second International Joint Conference on Artificial Intelligence (IJCAI), 2011./p>/a>/li>li>a hrefhttps://alicezheng.org/papers/nsdi11-compperf.pdf target_blank>h3>Diagnosing performance changes by comparing request flows./h3>p>Raja R. Sambasivan, Alice X. Zheng, Michael De Rosa, Elie Krevat, Spencer Whitman, Michael Stroucken, William Wang, Lianghong Xu, Gregory R. Ganger./p>p classdetails>In 8th USENIX Symposium on Networked Systems Design and Implementation (NSDI), 2011./p>/a>/li>li>a hrefhttps://alicezheng.org/papers/hotnets10-mobibug.pdf target_blank>h3>Theres an app for that, but it doesnt work. Diagnosing Mobile Applications in the Wild./h3>p>Sharad Agarwal, Ratul Mahajan, Alice Zheng, Victor Bahl./p>p classdetails>In ACM HotNets IX, October 2010./p>/a>/li>li>a hrefhttps://alicezheng.org/papers/sigmetrics10-practicalperf.pdf target_blank>h3>Practical Performance Models for Complex, Popular Applications: A Feasibility Study./h3>p>Eno Thereska, Bjoern Doebel, Alice X. Zheng, Peter Nobel./p>p classdetails>In International Conference on Measurement and Modeling of Computer Systems (SIGMETRICS), 2010./p>/a>/li>li>a hrefhttps://www.nowpublishers.com/article/Details/MAL-005 target_blank>h3>A Survey of Statistical Network Models./h3>p>Anna Goldenberg, Alice X. Zheng, Stephen E. Fienberg, Edoardo M. Airoldi./p>p classdetails>Foundations and Trends in Machine Learning, 2, 2, pp 129-233, 2009./p>/a>/li>li>a hrefhttps://alicezheng.org/papers/sosp2009-heatray-10pt.pdf target_blank>h3>Heat-ray: Combating Identity Snowball Attacks Using Machine Learning, Combinatorial Optimization and Attack Graphs./h3>p>John Dunagan, Alice X. Zheng, Daniel R. Simon./p>p classdetails>ACM Symposium on Operating Systems Principles (SOSP), 2009./p>/a>/li>li>a hrefhttps://alicezheng.org/papers/hotac07-spectroscope.pdf target_blank>h3>Categorizing and Differencing System Behaviours./h3>p>Raja R. Sambasivan, Alice X. Zheng, Eno Thereska, Gregory R. Ganger./p>p classdetails>Second Workshop on Hot Topics in Autonomic Computing. June 15, 2007. Jacksonville, FL./p>/a>/li>li>a hrefhttps://alicezheng.org/papers/sigmetrics07.pdf target_blank>h3>Modeling the Relative Fitness of Storage./h3>p>Michael Mesnier, Matthew Wachs, Raja R. Sambasivan, Alice Zheng, Gregory R. Ganger./p>p classdetails>International Conference on Measurement and Modeling of Computer Systems (SIGMETRICS). San Diego, CA. June 12-14, 2007. ACM. strong>Awarded Best Paper/strong>./p>/a>/li>li>a hrefhttps://alicezheng.org/papers/dcfm_tr.pdf target_blank>h3>A Generative Model for Dynamic Contextual Friendship Networks./h3>p>Alice X. Zheng and Anna Goldenberg./p>p classdetails>CMU tech report, 2006./p>/a>/li>li>a hrefhttps://alicezheng.org/papers/icml2006sna_dcfm.pdf target_blank>h3>Exploratory Study of a New Model for Evolving Networks./h3>p>Anna Goldenberg and Alice X. Zheng./p>p classdetails>Proceedings of the Workshop on Statistical Network Analysis: Models, Issues, and New Directions at ICML-06./p>/a>/li>li>a hrefhttps://alicezheng.org/papers/icml2006-cbi-bicluster.pdf target_blank>h3>Statistical Debugging: Simultaneous Isolation of Multiple Bugs./h3>p>Alice X. Zheng, Michael I. Jordan, Ben Liblit, Mayur Naik, Alex Aiken./p>p classdetails>Proceedings of ICML-06./p>/a>/li>li>a hrefhttps://alicezheng.org/papers/thesis.pdf target_blank>h3>Statistical Software Debugging./h3>p>Alice X. Zheng./p>p classdetails>Doctoral dissertation, U.C. Berkeley, 2006./p>/a>/li>li>a hrefhttps://alicezheng.org/papers/uai2005-bpea.pdf target_blank>h3>Efficient Test Selection in Active Diagnosis via Entropy Approximation./h3>p>Alice X. Zheng, Irina Rish, Alina Beygelzimer./p>p classdetails>Proceedings of UAI-05./p>/a>/li>li>a hrefhttps://alicezheng.org/papers/pldi2005-multidebug.pdf target_blank>h3>Scalable Statistical Bug Isolation./h3>p>Ben Liblit, Mayur Naik, Alice X. Zheng, Alex Aiken, Michael I. Jordan./p>p classdetails>ACM SIGPLAN 2005 Conference on Programming Language Design and Implementation (PLDI 2005)./p>/a>/li>li>a hrefhttps://alicezheng.org/papers/ramss-2004.pdf target_blank>h3>Public Deployment of Cooperative Bug Isolation./h3>p>Ben Liblit, Mayur Naik, Alice X. Zheng, Alex Aiken, Michael I. Jordan./p>p classdetails>Workshop on Remote Analysis and Measurement of Software Systems (RAMSS), 2004./p>/a>/li>li>a hrefhttps://alicezheng.org/papers/icac2004-cartdiag.pdf target_blank>h3>Failure Diagnosis Using Decision Trees./h3>p>Mike Chen, Alice X. Zheng, Jim Lloyd, Michael I. Jordan, Eric Brewer./p>p classdetails>International Conference on Autonomic Computing (ICAC-04), 2004./p>/a>/li>li>a hrefhttps://alicezheng.org/papers/nips03-statdebug.pdf target_blank>h3>Statistical Debugging of Sampled Programs./h3>p>Alice X. Zheng, Michael I. Jordan, Ben Liblit, Alex Aiken./p>p classdetails>Advances in Neural Information Processing Systems 16, 2003./p>/a>/li>li>a hrefhttps://alicezheng.org/papers/ramss.pdf target_blank>h3>Sampling User Executions for Bug Isolation./h3>p>Ben Liblit, Alex Aiken, Alice X. Zheng, Michael I. Jordan./p>p classdetails>Workshop on Remote Analysis and Measurement of Software Systems (RAMSS), May 9, 2003./p>/a>/li>li>a hrefhttps://alicezheng.org/papers/pldi2003-bugisolation.pdf target_blank>h3>Bug Isolation via Remote Program Sampling./h3>p>Ben Liblit, Alex Aiken, Alice X. Zheng, Michael I. Jordan./p>p classdetails>ACM SIGPLAN 2003 Conference on Programming Language Design and Implementation (PLDI 2003)./p>/a>/li>li>a hrefhttps://alicezheng.org/papers/nips01-autodj.pdf target_blank>h3>Learning a Gaussian Process Prior for Automatically Generating Music Playlists./h3>p>John C. Platt, Christopher J.C. Burges, Steven Swenson, Christopher Weare, Alice Zheng./p>p classdetails>Advances in Neural Information Processing Systems 14, 2001./p>/a>/li>li>a hrefhttps://alicezheng.org/papers/ijcai01-linkanalysis.pdf target_blank>h3>Link analysis, eigenvectors, and stability./h3>p>Andrew Y. Ng, Alice X. Zheng, Michael I. Jordan./p>p classdetails>Proceedings of the Seventeenth International Joint Conference on Artificial Intelligence (IJCAI-01), 2001./p>/a>/li>li>a hrefhttps://alicezheng.org/papers/sigir01-stableeigen.pdf target_blank>h3>Stable methods for link analysis./h3>p>Andrew Y. Ng, Alice X. Zheng, Michael I. Jordan./p>p classdetails>Proceedings of the Twenty-Fourth Annual Internation ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR 2001), 2001./p>/a>/li>li>div>h3>Fast Multiple Antenna Differential Decoding./h3>p>Kenneth L. Clarkson, Wim Sweldens, Alice Zheng./p>p classdetails>IEEE Transactions on Communications, Vol. 49, Nr. 2, pp. 253-261, 2001./p>/div>/li>/ul>/div>/div>/section>section classcontact idcontact>div classcontainer container__s container__s__n>div classinner>div classsplit align-center>div classblock>h2>Get in Touch/h2>header classwow>Alice Zheng/header>p>Seattle, WA, United States/p>ul>li>a hrefhttps://twitter.com/rainydata target_blank>span classicon>svg xmlnshttp://www.w3.org/2000/svg viewBox0 0 50.5 50.5 styleenable-background: new 0 0 50.5 50.5 xml:spacepreserve>path dM25.2 1.1C11.9 1.1 1.1 11.9 1.1 25.2s10.8 24.2 24.2 24.2c13.4 0 24.2-10.8 24.2-24.2S38.6 1.1 25.2 1.1zM38.7 17c0 .1 0 .2-.1.4-.6.8-1.3 1.6-2.1 2.2-.1.1-.3.2-.3.4 0 4.4-1.1 8.7-4.3 11.9-4 4-10.1 5.1-15.5 3.6-1-.3-2-.7-3-1.2l-.9-.6c-.1-.1-.1-.1-.1-.2h.4c1.5.1 3.1-.1 4.5-.6.8-.3 2.5-.8 3-1.6-.2 0-.4 0-.6-.1-1.5-.4-3.4-1.2-4.3-3.6-.1-.1 0-.2.1-.2 1.2.1 1.6 0 2.1-.1-.2 0-.5-.1-.7-.2-1.8-.7-3.2-2.5-3.4-4.4v-.6c0-.1.1-.2.2-.1.9.5 2 .6 2.1.6-.2-.2-.5-.4-.7-.6-1.6-1.5-2.2-4.6-.9-6.5.1-.2.2-.2.3 0 2.9 3.3 6.5 4.9 10.9 5.5.1 0 .1 0 .1-.1-.1-.8-.1-1.5.1-2.3.2-.8.6-1.5 1.1-2.2.5-.6 1.1-1.1 1.8-1.5.7-.4 1.5-.6 2.2-.6.8-.1 1.6.1 2.4.4.6.2 1.1.5 1.5.9l.3.3c.1.1.1.1.2.1 1.1-.3 2.2-.7 3.2-1.2h.1v.1c-.2.6-.5 1.1-.9 1.6-.3.3-.9 1.1-1.3 1.2.9-.2 1.8-.4 2.7-.8-.2 0-.2 0-.2.1z/>/svg> /span>Twitter/a>/li>li>a hrefhttps://www.linkedin.com/in/alice-zheng-46b99482/ target_blank>span classicon>svg xmlnshttp://www.w3.org/2000/svg viewBox0 0 50.5 50.5 styleenable-background: new 0 0 50.5 50.5 xml:spacepreserve>path dM25.2 1.1C11.9 1.1 1.1 11.9 1.1 25.2c0 13.4 10.8 24.2 24.2 24.2 13.4 0 24.2-10.8 24.2-24.2-.1-13.3-10.9-24.1-24.3-24.1zm-5.4 34.7h-4.7V20.7h4.7v15.1zm-2.4-17.1c-1.5 0-2.7-1.2-2.7-2.7 0-1.5 1.2-2.7 2.7-2.7 1.5 0 2.7 1.2 2.7 2.7.1 1.5-1.2 2.7-2.7 2.7zm19.9 17.1h-4.7v-7.3c0-1.7 0-4-2.4-4s-2.8 1.9-2.8 3.9v7.4h-4.7V20.7h4.5v2.1h.1c.6-1.2 2.2-2.4 4.4-2.4 4.7 0 5.6 3.1 5.6 7.2v8.2z/>/svg> /span>LinkedIn/a>/li>li>a hrefmailto:alicez@gmail.com>span classicon>svg xmlnshttp://www.w3.org/2000/svg viewBox0 0 50.5 50.5 styleenable-background: new 0 0 50.5 50.5 xml:spacepreserve>path dM25.2 1.1C11.9 1.1 1.1 11.9 1.1 25.2s10.8 24.2 24.2 24.2c13.4 0 24.2-10.8 24.2-24.2S38.6 1.1 25.2 1.1zm-1.5 12.4c.7-.5 1.7-.5 2.6 0 2.8 1.7 9.3 5.5 9.5 5.6l-8.2 6.1-1 .7-.7.5c-.3.2-.9.2-1.2 0l-.7-.5-1-.7-8.2-6.1c.1-.1 6.3-4 8.9-5.6zM13.2 31v-9.7c0-.6.2-1.1.5-1.5l8.2 6.1-8.5 6.3c-.1-.4-.2-.8-.2-1.2zm21.7 2.4H15.6c-.5 0-.9-.1-1.2-.3l8.6-6.4 1 .7c.4.3.8.4 1.3.4s.9-.1 1.3-.4l1-.7 8.6 6.4c-.4.2-.8.3-1.3.3zm2.4-2.4c0 .4-.1.8-.3 1.2l-8.5-6.3 8.2-6.1c.3.4.5.9.5 1.5V31z/>/svg> /span>Email/a>/li>/ul>/div>div classblock>img src./assets/img/alice_zheng_headshot.png/>/div>/div>/div>/div>/section>/div>footer classroot>div classcontainer container__s>div classinner>figure>blockquote>p>I had a feeling once about Mathematics - that I saw it all. Depth beyond depth was revealed to me - the Byss and Abyss. I saw - as one might see the transit of Venus or even the Lord Mayors Show - a quantity passing through infinity and changing its sign from plus to minus. I saw exactly why it happened and why the tergiversation was inevitable but it was after dinner and I let it go./p>/blockquote>figcaption>span>—/span> Winston S. 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